{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting ResNet Model With LIME"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook loads the pretrained ResNet model given by [PaddleClas](https://github.com/PaddlePaddle/PaddleClas/tree/release/2.0) and performs image classification on selected images. \n",
    "\n",
    "Interpretations of the predictions are generated and visualized using LIME algorithm, specifically the `LIMECVInterpreter` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import paddle\n",
    "import interpretdl as it\n",
    "from interpretdl.data_processor.readers import read_image\n",
    "from assets.resnet import ResNet50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings \n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have't done so, please first download the pretrained ResNet50 model by runnig the cell below or directly from [this link](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams). \n",
    "More pretrained models can be found in [PaddleClas Model Zoo](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084#Model_zoo_overview)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downloads and the model to assets/\n",
    "!wget https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams -P assets/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize `paddle_model` and load weights. `ResNet50` is borrowed from PaddleClas [architectures](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084/ppcls/modeling/architectures)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = \"assets/ResNet50_pretrained.pdparams\"\n",
    "paddle_model = ResNet50()\n",
    "\n",
    "state_dict = paddle.load(MODEL_PATH)\n",
    "paddle_model.set_dict(state_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the `LIMECVInterpreter`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "lime = it.LIMECVInterpreter(paddle_model, use_cuda=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before interpreting the image, we first take a look at the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FA5D9809710>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_path = 'assets/catdog.png'\n",
    "x = Image.fromarray(read_image(img_path)[0])\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let LIME method help us `interpret` the image with respect to the predicted label. The most important parts are painted green."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F1C3C1CBDD0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lime_weights = lime.interpret(\n",
    "    'assets/catdog.png',\n",
    "    num_samples=2000,\n",
    "    batch_size=50,\n",
    "    visual=True,\n",
    "    save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if we `interpret` the image with respect to label \"tiger cat\"?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FA5D977AFD0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lime_weights = lime.interpret(\n",
    "    img_path,\n",
    "    num_samples=2000,\n",
    "    batch_size=50,\n",
    "    interpret_class=[282],\n",
    "    visual=True,\n",
    "    save_path=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "paddle2.0",
   "language": "python",
   "name": "paddle2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
